Uses read_sql function

Uses pandas.read_sql baseline

Memory tracking implementation

Timing measurement accuracy

Returns correct data structures

Speedup calculation

Uses read_sql function

Single query execution

Aggregation queries

Multiple queries parameter

Output format specification

Connection string usage

connectorx.read_sql Usage

Connection String Handling

Protocol Parameter

Connection Validation

Multiple Database Support

Return Type Handling

Error Information Capture

Uses read_sql function

Schema extraction

Type string conversion

Efficient metadata retrieval

Schema comparison implementation

Uses read_sql function

Pandas format support

Arrow format support

Polars format support

Arrow stream support

Index column feature

Batch size configuration

Format validation

Uses arrow_stream return type

Configures batch_size parameter

Iterates through RecordBatchReader

Processes each batch

Aggregates across batches

Import connectorx

Use read_sql function

Binary protocol selection

CSV protocol selection

Return protocol used

Input validation

Use read_sql function

Pandas format loading

Arrow format loading

Pandas type extraction

Arrow type extraction

Nullable type handling

Format type differences

Import connectorx

Use read_sql function

Pass queries_before parameter

Configure session parameters

Return query results

Uses read_sql function

Partition configuration

Connection string usage

Query parameter usage

Return type handling